Transforming data to information : A parallel hybrid model for real-time state estimation in lignocellulosic ethanol fermentation

↓ Direkt till sidans innehåll
↓ Direkt till sidans sekundära innehåll (sidomenyn)

Sökning: id:"swepub:oai:lup.lub.lu.se:97d7d0a6-5c4a-409c-938f-afecc1137ac3" > Transforming data t...

1 av 1
Föregående post
Nästa post
Till träfflistan

LIBRIS Formathandbok (Information om MARC21)

Fältnamn	Indikatorer	Metadata
000		03851naa a2200433 4500
001		oai:lup.lub.lu.se:97d7d0a6-5c4a-409c-938f-afecc1137ac3
003		SwePub
008		201112s2021 \| \|\|\|\|\|\|\|\|\|\|\|000 \|\|eng\|
024	7	a https://lup.lub.lu.se/record/97d7d0a6-5c4a-409c-938f-afecc1137ac32 URI
024	7	a https://doi.org/10.1002/bit.275862 DOI
040		a (SwePub)lu
041		a engb eng
042		9 SwePub
072	7	a art2 swepub-publicationtype
072	7	a ref2 swepub-contenttype
100	1	a Cabaneros Lopez, Pauu Technical University of Denmark4 aut
245	1 0	a Transforming data to information : A parallel hybrid model for real-time state estimation in lignocellulosic ethanol fermentation
264		c 2020-10-15
264	1	b Wiley,c 2021
520		a Operating lignocellulosic fermentation processes to produce fuels and chemicals is challenging due to the inherent complexity and variability of the fermentation media. Real-time monitoring is necessary to compensate for these challenges, but the traditional process monitoring methods fail to deliver actionable information that can be used to implement advanced control strategies. In this study, a hybrid-modeling approach is presented to monitor cellulose-to-ethanol (EtOH) fermentations in real-time. The hybrid approach uses a continuous-discrete extended Kalman filter to reconciliate the predictions of a data-driven model and a kinetic model and to estimate the concentration of glucose (Glu), xylose (Xyl), and EtOH. The data-driven model is based on partial least squares (PLS) regression and predicts in real-time the concentration of Glu, Xyl, and EtOH from spectra collected with attenuated total reflectance mid-infrared spectroscopy. The estimations made by the hybrid approach, the data-driven models and the internal model were compared in two validation experiments showing that the hybrid model significantly outperformed the PLS and improved the predictions of the internal model. Furthermore, the hybrid model delivered consistent estimates even when disturbances in the measurements occurred, demonstrating the robustness of the method. The consistency of the proposed hybrid model opens the doors towards the implementation of advanced feedback control schemes.
650	7	a TEKNIK OCH TEKNOLOGIERx Industriell bioteknikx Bioenergi0 (SwePub)209042 hsv//swe
650	7	a ENGINEERING AND TECHNOLOGYx Industrial Biotechnologyx Bioenergy0 (SwePub)209042 hsv//eng
653		a continuous-discrete extended Kalman filter
653		a fermentation
653		a hybrid model
653		a lignocellulosic ethanol
653		a spectroscopy
700	1	a Udugama, Isuru A.u Technical University of Denmark4 aut
700	1	a Thomsen, Sune T.u University of Copenhagen4 aut
700	1	a Roslander, Christianu Lund University,Lunds universitet,Avdelningen för kemiteknik,Institutionen för processteknik och tillämpad biovetenskap,Institutioner vid LTH,Lunds Tekniska Högskola,Division of Chemical Engineering,Department of Process and Life Science Engineering,Departments at LTH,Faculty of Engineering, LTH4 aut0 (Swepub:lu)kat-cro
700	1	a Junicke, Helenau Technical University of Denmark4 aut
700	1	a Iglesias, Miguel M.u University of Santiago de Compostela4 aut
700	1	a Gernaey, Krist V.u Technical University of Denmark4 aut0 (Swepub:lu)extLU-517
710	2	a Technical University of Denmarkb University of Copenhagen4 org
773	0	t Biotechnology and Bioengineeringd : Wileyg 118:2, s. 579-591q 118:2<579-591x 0006-3592x 1097-0290
856	4	u http://dx.doi.org/10.1002/bit.27586x freey FULLTEXT
856	4	u https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/bit.27586
856	4 8	u https://lup.lub.lu.se/record/97d7d0a6-5c4a-409c-938f-afecc1137ac3
856	4 8	u https://doi.org/10.1002/bit.27586

Hitta via bibliotek

Biotechnology and Bioengineering (Sök värdpublikationen i LIBRIS)

Till lärosätets databas

1 av 1
Föregående post
Nästa post
Till träfflistan

Hitta mer i SwePub

Av författaren/redakt...: Cabaneros Lopez, ...; Udugama, Isuru A ...; Thomsen, Sune T.; Roslander, Chris ...; Junicke, Helena; Iglesias, Miguel ...; visa fler...; Gernaey, Krist V ...; visa färre...

Om ämnet

TEKNIK OCH TEKNOLOGIER: TEKNIK OCH TEKNO ...; och Industriell biot ...; och Bioenergi

Artiklar i publikationen: Biotechnology an ...

Av lärosätet: Lunds universitet

Sök utanför SwePub

Sök vidare i:: Google; Google Book Search; Google Scholar

Kungliga biblioteket hanterar dina personuppgifter i enlighet med EU:s dataskyddsförordning (2018), GDPR. Läs mer om hur det funkar här.
Så här hanterar KB dina uppgifter vid användning av denna tjänst.

LIBRIS.kb.se